Why Algorithms Work – Algorithm Analysis Deep Dive Course

Jul 30, 2025 09:33 PM - 9 months ago 324074


This people is simply a university-level exploration of algorithm and information building analysis. Go beyond code: study why algorithms work, not conscionable how. The people covers halfway mathematical tools, various complexity study techniques, sorting algorithms, and information structures for illustration heaps and hash tables. You will summation a heavy knowing of algorithm analysis, a accomplishment that remains important moreover pinch the emergence of AI tools. ✏️ Course created by Qiang Hao, Ph.D. @structuredcs 👉 Get each people materials (quizzes, assignments, answers, solutions): https://github.com/StructuredCS/algorithm-analysis-deep-dive ❤️ Support for this transmission comes from our friends astatine Scrimba – the coding level that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Contents ⭐️ ⌨️ (0:00:00) Course overview ⌨️ (0:03:00) Introduction to clip complexity ⌨️ (0:20:21) Time complexity study of insertion sort ⌨️ (0:41:35) Asymptotic analysis ⌨️ (1:16:32) Divide and conquer - Recurrence character method ⌨️ (1:43:55) Divide and conquer - Master theorem ⌨️ (2:13:54) Probabilistic study - Quicksort ⌨️ (2:34:51) Probabilistic study - Average lawsuit and expected value ⌨️ (3:08:31) Heaps and heapsort ⌨️ (4:11:47) Hashtables ⌨️ (4:50:55) Binary hunt trees ⌨️ (5:42:50) Amortized analysis 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to codification for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles connected programming: https://freecodecamp.org/news
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